{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "The autoreload extension is already loaded. To reload it, use:\n",
      "  %reload_ext autoreload\n"
     ]
    }
   ],
   "source": [
    "%load_ext autoreload\n",
    "\n",
    "%autoreload 2"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [],
   "source": [
    "import os\n",
    "\n",
    "xla_flags = os.environ.get(\"XLA_FLAGS\", \"\")\n",
    "xla_flags += \" --xla_gpu_triton_gemm_any=True\"\n",
    "os.environ[\"XLA_FLAGS\"] = xla_flags\n",
    "os.environ[\"MUJOCO_GL\"] = \"egl\""
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [],
   "source": [
    "import functools\n",
    "import json\n",
    "from datetime import datetime\n",
    "\n",
    "import jax\n",
    "import matplotlib.pyplot as plt\n",
    "import mediapy as media\n",
    "from brax.training.agents.ppo import networks as ppo_networks\n",
    "from brax.training.agents.ppo import train as ppo\n",
    "from etils import epath\n",
    "from flax.training import orbax_utils\n",
    "from IPython.display import clear_output, display\n",
    "from orbax import checkpoint as ocp\n",
    "\n",
    "from mujoco_playground import BraxEnvWrapper, manipulation\n",
    "\n",
    "# Enable persistent compilation cache.\n",
    "jax.config.update(\"jax_compilation_cache_dir\", \"/tmp/jax_cache\")\n",
    "jax.config.update(\"jax_persistent_cache_min_entry_size_bytes\", -1)\n",
    "jax.config.update(\"jax_persistent_cache_min_compile_time_secs\", 0)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [],
   "source": [
    "env_name = \"PandaOrientation\"\n",
    "env_cfg = manipulation.get_default_config(env_name)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Experiment name: PandaOrientation/20241109-220331\n"
     ]
    }
   ],
   "source": [
    "SUFFIX = None\n",
    "FINETUNE_PATH = None\n",
    "\n",
    "# Generate unique experiment name.\n",
    "now = datetime.now()\n",
    "timestamp = now.strftime(\"%Y%m%d-%H%M%S\")\n",
    "exp_name = f\"{env_name}/{timestamp}\"\n",
    "if SUFFIX is not None:\n",
    "  exp_name += f\"-{SUFFIX}\"\n",
    "print(f\"Experiment name: {exp_name}\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {},
   "outputs": [],
   "source": [
    "# policy_sizes = (256,) * 4\n",
    "\n",
    "# make_networks_factory = functools.partial(\n",
    "#     ppo_networks.make_ppo_networks,\n",
    "#     policy_hidden_layer_sizes=policy_sizes) # Half the size of the value network.\n",
    "\n",
    "make_networks_factory = functools.partial(\n",
    "    ppo_networks.make_ppo_networks, policy_hidden_layer_sizes=(32, 32, 32, 32)\n",
    ")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Checkpoint path: /home/andrew/Documents/Projects/2024-mujoco/mujoco_playground/learning/checkpoints/PandaOrientation/20241109-220331\n"
     ]
    }
   ],
   "source": [
    "ckpt_path = epath.Path(\"checkpoints\").resolve() / exp_name\n",
    "ckpt_path.mkdir(parents=True, exist_ok=True)\n",
    "print(f\"Checkpoint path: {ckpt_path}\")\n",
    "\n",
    "with open(ckpt_path / \"config.json\", \"w\") as fp:\n",
    "  json.dump(env_cfg.to_dict(), fp, indent=4)\n",
    "\n",
    "\n",
    "def policy_params_fn(current_step, make_policy, params):\n",
    "  orbax_checkpointer = ocp.PyTreeCheckpointer()\n",
    "  save_args = orbax_utils.save_args_from_target(params)\n",
    "  path = ckpt_path / f\"{current_step}\"\n",
    "  orbax_checkpointer.save(path, params, force=True, save_args=save_args)\n",
    "\n",
    "\n",
    "train_fn = functools.partial(\n",
    "    ppo.train,\n",
    "    num_timesteps=20_000_000,\n",
    "    num_evals=4,\n",
    "    reward_scaling=0.1,\n",
    "    episode_length=150,\n",
    "    normalize_observations=True,\n",
    "    action_repeat=1,\n",
    "    unroll_length=10,\n",
    "    num_minibatches=32,\n",
    "    num_updates_per_batch=8,\n",
    "    discounting=0.97,\n",
    "    learning_rate=1e-3,\n",
    "    entropy_cost=2e-2,\n",
    "    num_envs=2048,\n",
    "    batch_size=512,\n",
    "    num_resets_per_eval=1,\n",
    "    network_factory=make_networks_factory,\n",
    "    seed=1,\n",
    "    policy_params_fn=policy_params_fn,\n",
    ")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Training at 211480.60792867164 FPS\n"
     ]
    },
    {
     "data": {
      "image/png": "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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "time to jit: 0:00:31.316263\n",
      "time to train: 0:01:54.514882\n"
     ]
    },
    {
     "data": {
      "image/png": "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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "x_data, y_data, y_dataerr = [], [], []\n",
    "times = [datetime.now()]\n",
    "\n",
    "\n",
    "def progress(num_steps, metrics):\n",
    "  # Plot.\n",
    "  clear_output(wait=True)\n",
    "  times.append(datetime.now())\n",
    "  x_data.append(num_steps)\n",
    "  y_data.append(metrics[\"eval/episode_reward\"])\n",
    "  y_dataerr.append(metrics[\"eval/episode_reward_std\"])\n",
    "\n",
    "  # Performance.\n",
    "  if len(x_data) >= 2:\n",
    "    num = x_data[-1] - x_data[-2]\n",
    "    denom = (times[-1] - times[-2]).total_seconds()\n",
    "    fps = num / denom\n",
    "    print(f\"Training at {fps} FPS\")\n",
    "\n",
    "  plt.xlim([0, train_fn.keywords[\"num_timesteps\"] * 1.25])\n",
    "  # plt.ylim([0, YLIM[env_name]])\n",
    "  plt.xlabel(\"# environment steps\")\n",
    "  plt.ylabel(\"reward per episode\")\n",
    "  plt.title(f\"y={y_data[-1]:.3f}\")\n",
    "  plt.errorbar(x_data, y_data, yerr=y_dataerr, color=\"blue\")\n",
    "\n",
    "  display(plt.gcf())\n",
    "\n",
    "\n",
    "env = manipulation.load(env_name, config=env_cfg)\n",
    "eval_env = manipulation.load(env_name, config=env_cfg)\n",
    "make_inference_fn, params, _ = train_fn(\n",
    "    environment=BraxEnvWrapper(env),\n",
    "    progress_fn=progress,\n",
    "    eval_env=BraxEnvWrapper(eval_env),\n",
    ")\n",
    "print(f\"time to jit: {times[1] - times[0]}\")\n",
    "print(f\"time to train: {times[-1] - times[1]}\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {},
   "outputs": [],
   "source": [
    "jit_reset = jax.jit(env.reset)\n",
    "jit_step = jax.jit(env.step)\n",
    "jit_inference_fn = jax.jit(make_inference_fn(params, deterministic=True))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "100%|██████████| 76/76 [00:00<00:00, 969.35it/s]\n"
     ]
    },
    {
     "data": {
      "text/html": [
       "<table class=\"show_videos\" style=\"border-spacing:0px;\"><tr><td style=\"padding:1px;\"><video controls width=\"320\" height=\"240\" style=\"object-fit:cover;\" loop autoplay muted>\n",
       "      <source src=\"data:video/mp4;base64,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\" type=\"video/mp4\"/>\n",
       "      This browser does not support the video tag.\n",
       "      </video></td></tr></table>"
      ],
      "text/plain": [
       "<IPython.core.display.HTML object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "key = jax.random.PRNGKey(0)\n",
    "key, key_reset = jax.random.split(key)\n",
    "state = jit_reset(key_reset)\n",
    "states = [state]\n",
    "\n",
    "render_every = 2  # Policy is 50 FPS\n",
    "\n",
    "for i in range(150):\n",
    "  act_rng, key = jax.random.split(key)\n",
    "  ctrl, _ = jit_inference_fn(state.obs, act_rng)\n",
    "  state = jit_step(state, ctrl)\n",
    "  if i % render_every == 0:\n",
    "    states.append(state)\n",
    "\n",
    "media.show_video(\n",
    "    env.render_with_target(states), fps=1.0 / env.dt / render_every\n",
    ")"
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "mujoco",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.10.15"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}
